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Blogs
Artificial Intelligence
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Post-Acquisition Technology Integration and the 100-Day Execution Window in Private Equity
Post-acquisition technology integration is one of the most common sources of delayed value creation in private equity portfolios. While integration risk is widely acknowledged, execution breakdowns continue to occur within the first few months after close.
Blogs
AI Development
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Why AI Initiatives Stall in PE Portfolio Companies After M&A
Artificial intelligence has become a stated priority across private equity portfolios. In post-acquisition plans, AI is frequently positioned as a lever for operational efficiency, revenue growth, or differentiation.Despite that intent, most AI initiatives in PE-backed portfolio companies stall after proof of concept.This is not primarily a tooling problem. It is an execution problem rooted in post-M&A operating realities that are often underestimated.
Blogs
Artificial Intelligence
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Why Technology Execution Risk Is Still Underestimated in Private Equity Due Diligence
Technology due diligence in private equity has improved significantly over the last decade. Most firms now review systems, vendors, security posture, and high-level architecture before closing a deal.
Blogs
AI Development
All Industries
How Private Equity Firms Evaluate Technology Partners for Portfolio Value Creation
Private equity firms do not evaluate technology partners the way most vendors expect.
While diligence conversations focus on tools, platforms, credentials, and prior experience, real evaluation begins after the deal closes, when execution pressure increases and portfolio realities surface.
Blogs
Artificial Intelligence
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The Technical Debt No One Discloses: A PE Insider’s Guide to What You’re Really Buying
Every acquisition hides technology risk, including legacy code, brittle integrations, undocumented workflows, fragile data pipelines, and engineering practices held together by tribal knowledge. None of this appears in IMs or management decks, and none of it is quantified in the valuation.
Blogs
App Development
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Automation Unleashed: Insights from The Product Folks Meetup
At The Product Folks Meetup at Ideas2IT HQ, over 50 product managers, developers, and community leaders came together to answer a critical question: How can product teams use no-code tools like n8n to operate with engineering-grade efficiency without diverting developer bandwidth?